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TextBox 2.0: A Text Generation Library with Pre-trained Language Models


Dec 26, 2022
Tianyi Tang, Junyi Li, Zhipeng Chen, Yiwen Hu, Zhuohao Yu, Wenxun Dai, Zican Dong, Xiaoxue Cheng, Yuhao Wang, Wayne Xin Zhao, Jian-Yun Nie, Ji-Rong Wen

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* Accepted by EMNLP 2022 

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Visually-augmented pretrained language models for NLP tasks without images


Dec 15, 2022
Hangyu Guo, Kun Zhou, Wayne Xin Zhao, Qinyu Zhang, Ji-Rong Wen

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* 17 pages, 2 figures 

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MASTER: Multi-task Pre-trained Bottlenecked Masked Autoencoders are Better Dense Retrievers


Dec 15, 2022
Kun Zhou, Xiao Liu, Yeyun Gong, Wayne Xin Zhao, Daxin Jiang, Nan Duan, Ji-Rong Wen

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* 16 pages 

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CDSM: Cascaded Deep Semantic Matching on Textual Graphs Leveraging Ad-hoc Neighbor Selection


Dec 07, 2022
Jing Yao, Zheng Liu, Junhan Yang, Zhicheng Dou, Xing Xie, Ji-Rong Wen

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UniKGQA: Unified Retrieval and Reasoning for Solving Multi-hop Question Answering Over Knowledge Graph


Dec 02, 2022
Jinhao Jiang, Kun Zhou, Wayne Xin Zhao, Ji-Rong Wen

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Recent Advances in RecBole: Extensions with more Practical Considerations


Nov 28, 2022
Lanling Xu, Zhen Tian, Gaowei Zhang, Lei Wang, Junjie Zhang, Bowen Zheng, Yifan Li, Yupeng Hou, Xingyu Pan, Yushuo Chen, Wayne Xin Zhao, Xu Chen, Ji-Rong Wen

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* 5 pages, 3 figures, 3 tables 

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Dense Text Retrieval based on Pretrained Language Models: A Survey


Nov 27, 2022
Wayne Xin Zhao, Jing Liu, Ruiyang Ren, Ji-Rong Wen

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Directed Acyclic Graph Factorization Machines for CTR Prediction via Knowledge Distillation


Nov 21, 2022
Zhen Tian, Ting Bai, Zibin Zhang, Zhiyuan Xu, Kangyi Lin, Ji-Rong Wen, Wayne Xin Zhao

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ELMER: A Non-Autoregressive Pre-trained Language Model for Efficient and Effective Text Generation


Oct 28, 2022
Junyi Li, Tianyi Tang, Wayne Xin Zhao, Jian-Yun Nie, Ji-Rong Wen

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* Accepted to EMNLP 2022 main conference (long paper) 

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